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Case Studies

AI products I have built and shipped

Deeper notes on the products and systems that define my work: Highlyt, Rehearsal AI, DeepProbe, MCP workflows, and production LLM engineering.

Founder Engineering

Building Highlyt: A PDF Reader for the LLM Era

A case study on building Highlyt, a PDF reader and typed knowledge graph that connects reading workflows with Claude and ChatGPT through MCP.

Product Engineering

Scaling Rehearsal AI: Voice Interview Simulations

A case study on building Rehearsal AI, DeepProbe adaptive questioning, and voice-powered AI interview simulations for thousands of candidates.